Thesis- or Master Thesis - Automating Stability Test Analysis and Extraction of Performance Metrics

Job Title

Thesis- or Master Thesis - Automating Stability Test Analysis and Extraction of Performance Metrics

Job Description

Category

Software Testing, Data Analysis.

Scope

2 students completing a master's or bachelor's thesis.

Background

At New Business (NB) Audio, we conduct regular stability tests to ensure our products' reliability. Currently, we analyze these tests and extract meaningful statistics manually. This project aims to automate the analysis of stability tests and gather improved statistics and Key Performance Indicators (KPIs) to inform product improvement decisions.

Goals

• Automate the analysis of stability test results to extract KPIs.
• Collect statistics on issues/bugs rates, that generates software bug-tickets for each stability test.
• Develop a data-driven approach to identify areas in our testing processes that need improvement or replacement.
   

Objectives

• Design and implement an automated data processing pipeline to analyze stability test results.
• Develop a dashboard or reporting system to visualize extracted KPIs and statistics.
• Analyze correlations between software bug-ticket rates and specific stability tests to identify trends and patterns.

Expected Outcomes

• An automated system that analyzes stability test results and extracts meaningful statistics.
• A comprehensive set of KPIs and statistics to guide product improvement decisions.
• Identification of areas in our testing processes that require improvement or replacement.
   

Requirements

• Master's or bachelor's degree student in Computer Science, Electrical Engineering, Software Engineering, or a related field.
• Proficiency in data analysis tools and libraries such as Pandas or NumPy, with some knowledge of programming languages like Python or Java.

OK, I am interested! What do I do now?
You are valuable to us – how nice that you are interested in one of our proposals! There are a few things for you to keep in mind when applying.

• Applications are accepted in both Swedish and English, and you apply via the proposal advert.
• The announced thesis is open only to students affiliated with a Swedish University/College either directly or via an exchange program.
• When the thesis proposal states that it includes two students working together, we would like you to apply in pairs. In these cases, send one application each but make sure to clearly state in your application who your co-applicant is. If you have any questions regarding this, please do not hesitate to contact us.
• Please attach your CV and University/College grade summary.

Who to contact for any questions regarding the position!

For more information, please reach out to:

Madeleine Kullegård, Engineering Manager, Madeleine.Kullegard@axis.com or

Mikael Szwarc, Specialist Engineer, Mikael.Szwarc@axis.com

Type of Employment

Temporary Employment (Fixed Term)

Posting End Date

2025-01-04

Certain roles at Axis require background checks, which means applicable verifications will be done in these recruitments. Notice will be provided before we take any action.

About Axis Communications

We enable a smarter, safer world by creating innovative solutions for improving security and business performance. As a network technology company and industry leader, we offer solutions in video surveillance, access control, intercom, and audio systems, enhanced by intelligent analytics applications.

With around 4500 committed employees in over 50 countries, we collaborate with partners worldwide. Together, we thrive in our friendly, open, and collaborative culture and inspire each other to think beyond the expected. United by our commitment to inclusion, diversity, and sustainability, we consistently seek to develop our skills and way of working.

Let´s create a smarter, safer world

For more information about Axis, please visit our website www.axis.com.

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